This file presents the full daily reallocation of sleep stages and affect results using the Bayesian compositional multilevel substitution analysis for the manuscript: Daily, Prospective Associations between Sleep Architecture and Affect: Insights from Bayesian Multilevel Compositional Data Analysis.
Notes. The plots below show the bivariate associations between sleep architecture and affect, without accounting for the compositional nature of the data. High arousal positive affect
Low arousal positive affect
High arousal negative affect
Low arousal negative affect
Notes. All estimates are relative to the mean sleep architecture composition. TWT = total wake time in bed, Light = light sleep, SWS = slow wave sleep, REM = rapid eye movement sleep. * indicates 95% credible intervals not containing 0. Models adjusted for age, sex, race/ethnicity, subjective social status, body mass index, weekdays/weekend, circadian misalignment, and previous-night pre-sleep affect.
High arousal positive affect
| Estimate [95% CI] | Minute | From | To | Level | Sig |
|---|---|---|---|---|---|
| -0.48 [-0.89, -0.07] | 30 | Slow Wave Sleep | Light Sleep | between | Yes |
| 0.10 [-0.31, 0.50] | 30 | REM Sleep | Light Sleep | between | |
| -0.06 [-0.44, 0.34] | 30 | Total Wake Time | Light Sleep | between | |
| 0.38 [ 0.04, 0.72] | 30 | Light Sleep | Slow Wave Sleep | between | Yes |
| 0.46 [ 0.02, 0.91] | 30 | REM Sleep | Slow Wave Sleep | between | Yes |
| 0.31 [-0.14, 0.76] | 30 | Total Wake Time | Slow Wave Sleep | between | |
| -0.04 [-0.39, 0.31] | 30 | Light Sleep | REM Sleep | between | |
| -0.53 [-1.00, -0.07] | 30 | Slow Wave Sleep | REM Sleep | between | Yes |
| -0.11 [-0.43, 0.21] | 30 | Total Wake Time | REM Sleep | between | |
| 0.08 [-0.24, 0.39] | 30 | Light Sleep | Total Wake Time | between | |
| -0.42 [-0.87, 0.03] | 30 | Slow Wave Sleep | Total Wake Time | between | |
| 0.16 [-0.14, 0.47] | 30 | REM Sleep | Total Wake Time | between | |
| 0.00 [-0.08, 0.08] | 30 | Slow Wave Sleep | Light Sleep | within | |
| -0.05 [-0.14, 0.05] | 30 | REM Sleep | Light Sleep | within | |
| 0.00 [-0.11, 0.10] | 30 | Total Wake Time | Light Sleep | within | |
| 0.00 [-0.06, 0.07] | 30 | Light Sleep | Slow Wave Sleep | within | |
| -0.05 [-0.14, 0.05] | 30 | REM Sleep | Slow Wave Sleep | within | |
| 0.00 [-0.09, 0.09] | 30 | Total Wake Time | Slow Wave Sleep | within | |
| 0.04 [-0.04, 0.12] | 30 | Light Sleep | REM Sleep | within | |
| 0.04 [-0.05, 0.13] | 30 | Slow Wave Sleep | REM Sleep | within | |
| 0.03 [-0.07, 0.13] | 30 | Total Wake Time | REM Sleep | within | |
| 0.01 [-0.08, 0.09] | 30 | Light Sleep | Total Wake Time | within | |
| 0.01 [-0.07, 0.08] | 30 | Slow Wave Sleep | Total Wake Time | within | |
| -0.04 [-0.13, 0.05] | 30 | REM Sleep | Total Wake Time | within |
Low arousal positive affect
| Estimate [95% CI] | Minute | From | To | Level | Sig |
|---|---|---|---|---|---|
| -0.48 [-0.89, -0.07] | 30 | Slow Wave Sleep | Light Sleep | between | Yes |
| 0.10 [-0.31, 0.50] | 30 | REM Sleep | Light Sleep | between | |
| -0.06 [-0.44, 0.34] | 30 | Total Wake Time | Light Sleep | between | |
| 0.38 [ 0.04, 0.72] | 30 | Light Sleep | Slow Wave Sleep | between | Yes |
| 0.46 [ 0.02, 0.91] | 30 | REM Sleep | Slow Wave Sleep | between | Yes |
| 0.31 [-0.14, 0.76] | 30 | Total Wake Time | Slow Wave Sleep | between | |
| -0.04 [-0.39, 0.31] | 30 | Light Sleep | REM Sleep | between | |
| -0.53 [-1.00, -0.07] | 30 | Slow Wave Sleep | REM Sleep | between | Yes |
| -0.11 [-0.43, 0.21] | 30 | Total Wake Time | REM Sleep | between | |
| 0.08 [-0.24, 0.39] | 30 | Light Sleep | Total Wake Time | between | |
| -0.42 [-0.87, 0.03] | 30 | Slow Wave Sleep | Total Wake Time | between | |
| 0.16 [-0.14, 0.47] | 30 | REM Sleep | Total Wake Time | between | |
| 0.00 [-0.08, 0.08] | 30 | Slow Wave Sleep | Light Sleep | within | |
| -0.05 [-0.14, 0.05] | 30 | REM Sleep | Light Sleep | within | |
| 0.00 [-0.11, 0.10] | 30 | Total Wake Time | Light Sleep | within | |
| 0.00 [-0.06, 0.07] | 30 | Light Sleep | Slow Wave Sleep | within | |
| -0.05 [-0.14, 0.05] | 30 | REM Sleep | Slow Wave Sleep | within | |
| 0.00 [-0.09, 0.09] | 30 | Total Wake Time | Slow Wave Sleep | within | |
| 0.04 [-0.04, 0.12] | 30 | Light Sleep | REM Sleep | within | |
| 0.04 [-0.05, 0.13] | 30 | Slow Wave Sleep | REM Sleep | within | |
| 0.03 [-0.07, 0.13] | 30 | Total Wake Time | REM Sleep | within | |
| 0.01 [-0.08, 0.09] | 30 | Light Sleep | Total Wake Time | within | |
| 0.01 [-0.07, 0.08] | 30 | Slow Wave Sleep | Total Wake Time | within | |
| -0.04 [-0.13, 0.05] | 30 | REM Sleep | Total Wake Time | within |
High arousal negative affect
| Estimate [95% CI] | Minute | From | To | Level | Sig |
|---|---|---|---|---|---|
| 0.21 [ 0.00, 0.42] | 30 | Slow Wave Sleep | Light Sleep | between | |
| -0.04 [-0.24, 0.17] | 30 | REM Sleep | Light Sleep | between | |
| -0.10 [-0.29, 0.09] | 30 | Total Wake Time | Light Sleep | between | |
| -0.16 [-0.33, 0.02] | 30 | Light Sleep | Slow Wave Sleep | between | |
| -0.19 [-0.42, 0.04] | 30 | REM Sleep | Slow Wave Sleep | between | |
| -0.26 [-0.49, -0.03] | 30 | Total Wake Time | Slow Wave Sleep | between | Yes |
| 0.02 [-0.16, 0.20] | 30 | Light Sleep | REM Sleep | between | |
| 0.23 [-0.01, 0.48] | 30 | Slow Wave Sleep | REM Sleep | between | |
| -0.08 [-0.24, 0.09] | 30 | Total Wake Time | REM Sleep | between | |
| 0.05 [-0.10, 0.21] | 30 | Light Sleep | Total Wake Time | between | |
| 0.27 [ 0.04, 0.50] | 30 | Slow Wave Sleep | Total Wake Time | between | Yes |
| 0.02 [-0.14, 0.18] | 30 | REM Sleep | Total Wake Time | between | |
| -0.01 [-0.05, 0.03] | 30 | Slow Wave Sleep | Light Sleep | within | |
| 0.05 [ 0.00, 0.10] | 30 | REM Sleep | Light Sleep | within | |
| -0.01 [-0.06, 0.04] | 30 | Total Wake Time | Light Sleep | within | |
| 0.01 [-0.03, 0.04] | 30 | Light Sleep | Slow Wave Sleep | within | |
| 0.06 [ 0.00, 0.11] | 30 | REM Sleep | Slow Wave Sleep | within | |
| -0.01 [-0.05, 0.04] | 30 | Total Wake Time | Slow Wave Sleep | within | |
| -0.04 [-0.08, 0.00] | 30 | Light Sleep | REM Sleep | within | |
| -0.05 [-0.10, 0.00] | 30 | Slow Wave Sleep | REM Sleep | within | |
| -0.05 [-0.10, 0.00] | 30 | Total Wake Time | REM Sleep | within | |
| 0.00 [-0.03, 0.04] | 30 | Light Sleep | Total Wake Time | within | |
| -0.01 [-0.05, 0.03] | 30 | Slow Wave Sleep | Total Wake Time | within | |
| 0.05 [ 0.01, 0.10] | 30 | REM Sleep | Total Wake Time | within | Yes |
Low arousal negative affect
| Estimate [95% CI] | Minute | From | To | Level | Sig |
|---|---|---|---|---|---|
| 0.09 [-0.14, 0.32] | 30 | Slow Wave Sleep | Light Sleep | between | |
| -0.18 [-0.40, 0.04] | 30 | REM Sleep | Light Sleep | between | |
| -0.18 [-0.40, 0.04] | 30 | Total Wake Time | Light Sleep | between | |
| -0.05 [-0.23, 0.14] | 30 | Light Sleep | Slow Wave Sleep | between | |
| -0.23 [-0.48, 0.02] | 30 | REM Sleep | Slow Wave Sleep | between | |
| -0.23 [-0.49, 0.03] | 30 | Total Wake Time | Slow Wave Sleep | between | |
| 0.15 [-0.04, 0.34] | 30 | Light Sleep | REM Sleep | between | |
| 0.24 [-0.03, 0.50] | 30 | Slow Wave Sleep | REM Sleep | between | |
| -0.04 [-0.22, 0.15] | 30 | Total Wake Time | REM Sleep | between | |
| 0.13 [-0.04, 0.30] | 30 | Light Sleep | Total Wake Time | between | |
| 0.22 [-0.03, 0.48] | 30 | Slow Wave Sleep | Total Wake Time | between | |
| -0.05 [-0.23, 0.12] | 30 | REM Sleep | Total Wake Time | between | |
| 0.03 [-0.01, 0.07] | 30 | Slow Wave Sleep | Light Sleep | within | |
| 0.02 [-0.03, 0.07] | 30 | REM Sleep | Light Sleep | within | |
| -0.06 [-0.11, 0.00] | 30 | Total Wake Time | Light Sleep | within | |
| -0.02 [-0.06, 0.01] | 30 | Light Sleep | Slow Wave Sleep | within | |
| 0.00 [-0.06, 0.05] | 30 | REM Sleep | Slow Wave Sleep | within | |
| -0.08 [-0.13, -0.03] | 30 | Total Wake Time | Slow Wave Sleep | within | Yes |
| -0.01 [-0.06, 0.03] | 30 | Light Sleep | REM Sleep | within | |
| 0.02 [-0.03, 0.07] | 30 | Slow Wave Sleep | REM Sleep | within | |
| -0.07 [-0.12, -0.02] | 30 | Total Wake Time | REM Sleep | within | Yes |
| 0.03 [-0.01, 0.08] | 30 | Light Sleep | Total Wake Time | within | |
| 0.06 [ 0.02, 0.11] | 30 | Slow Wave Sleep | Total Wake Time | within | Yes |
| 0.05 [ 0.00, 0.10] | 30 | REM Sleep | Total Wake Time | within |
Notes. All estimates are relative to the mean sleep architecture composition. TWT = total wake time in bed, Light = light sleep, SWS = slow wave sleep, REM = rapid eye movement sleep. * indicates 95% credible intervals not containing 0. Models adjusted for age, sex, race/ethnicity, subjective social status, body mass index, weekdays/weekend, circadian misalignment, and previous-night pre-sleep affect.